Disclosure of Funding Sources
My position at Oxford is entirely funded by the Oxford Martin School, for which I am very grateful.
I also thank Google and OpenAI, for providing access to cloud compute resources and API access to models respectively. There are no conflicts of interests due to these academic research grants.
I also work with selected clients from outside academia, as an independent contractor. Any conflicts of interests with academic work are managed based on university's guidelines.